Semi-Supervised Learning

ISBN 13: 9780262514125

Semi-Supervised Learning

Valutazione media 0
( su 0 valutazioni fornite da GoodReads )
9780262514125: Semi-Supervised Learning

In the field of machine learning, semi-supervised learning (SSL) occupies the middle ground, between supervised learning (in which all training examples are labeled) and unsupervised learning (in which no label data are given). Interest in SSL has increased in recent years, particularly because of application domains in which unlabeled data are plentiful, such as images, text, and bioinformatics. This first comprehensive overview of SSL presents state-of-the-art algorithms, a taxonomy of the field, selected applications, benchmark experiments, and perspectives on ongoing and future research.Semi-Supervised Learning first presents the key assumptions and ideas underlying the field: smoothness, cluster or low-density separation, manifold structure, and transduction. The core of the book is the presentation of SSL methods, organized according to algorithmic strategies. After an examination of generative models, the book describes algorithms that implement the low-density separation assumption, graph-based methods, and algorithms that perform two-step learning. The book then discusses SSL applications and offers guidelines for SSL practitioners by analyzing the results of extensive benchmark experiments. Finally, the book looks at interesting directions for SSL research. The book closes with a discussion of the relationship between semi-supervised learning and transduction.Olivier Chapelle and Alexander Zien are Research Scientists and Bernhard Schlkopf is Professor and Director at the Max Planck Institute for Biological Cybernetics in Tbingen. Schlkopf is coauthor of Learning with Kernels (MIT Press, 2002) and is a coeditor of Advances in Kernel Methods: Support Vector Learning (1998), Advances in Large-Margin Classifiers (2000), and Kernel Methods in Computational Biology (2004), all published by The MIT Press.

Le informazioni nella sezione "Riassunto" possono far riferimento a edizioni diverse di questo titolo.

I migliori risultati di ricerca su AbeBooks

1.

Olivier Chapelle, Bernhard Schölkopf and Alexander Zien (Eds.)
Editore: MIT Press
ISBN 10: 0262514125 ISBN 13: 9780262514125
Nuovi Quantità: > 20
Da
INDOO
(Avenel, NJ, U.S.A.)
Valutazione libreria
[?]

Descrizione libro MIT Press. Condizione libro: New. Brand New. Codice libro della libreria 0262514125

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 29,65
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 3,25
In U.S.A.
Destinazione, tempi e costi

2.

Olivier Chapelle
Editore: MIT Press (2010)
ISBN 10: 0262514125 ISBN 13: 9780262514125
Nuovi Quantità: 13
Da
Books2Anywhere
(Fairford, GLOS, Regno Unito)
Valutazione libreria
[?]

Descrizione libro MIT Press, 2010. PAP. Condizione libro: New. New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Codice libro della libreria WM-9780262514125

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 24,45
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 10,65
Da: Regno Unito a: U.S.A.
Destinazione, tempi e costi

3.

Editore: The MIT Press (2010)
ISBN 10: 0262514125 ISBN 13: 9780262514125
Nuovi Brossura Quantità: 1
Da
Book Deals
(Lewiston, NY, U.S.A.)
Valutazione libreria
[?]

Descrizione libro The MIT Press, 2010. Condizione libro: New. Brand New, Unread Copy in Perfect Condition. A+ Customer Service!. Codice libro della libreria ABE_book_new_0262514125

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 38,84
Convertire valuta

Aggiungere al carrello

Spese di spedizione: GRATIS
In U.S.A.
Destinazione, tempi e costi

4.

Editore: MIT Press Ltd, United States (2010)
ISBN 10: 0262514125 ISBN 13: 9780262514125
Nuovi Paperback Quantità: 10
Da
The Book Depository US
(London, Regno Unito)
Valutazione libreria
[?]

Descrizione libro MIT Press Ltd, United States, 2010. Paperback. Condizione libro: New. 254 x 201 mm. Language: English . Brand New Book. In the field of machine learning, semi-supervised learning (SSL) occupies the middle ground, between supervised learning (in which all training examples are labeled) and unsupervised learning (in which no label data are given). Interest in SSL has increased in recent years, particularly because of application domains in which unlabeled data are plentiful, such as images, text, and bioinformatics. This first comprehensive overview of SSL presents state-of-the-art algorithms, a taxonomy of the field, selected applications, benchmark experiments, and perspectives on ongoing and future research.Semi-Supervised Learning first presents the key assumptions and ideas underlying the field: smoothness, cluster or low-density separation, manifold structure, and transduction. The core of the book is the presentation of SSL methods, organized according to algorithmic strategies. After an examination of generative models, the book describes algorithms that implement the low-density separation assumption, graph-based methods, and algorithms that perform two-step learning. The book then discusses SSL applications and offers guidelines for SSL practitioners by analyzing the results of extensive benchmark experiments. Finally, the book looks at interesting directions for SSL research. The book closes with a discussion of the relationship between semi-supervised learning and transduction. Codice libro della libreria AAH9780262514125

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 39,45
Convertire valuta

Aggiungere al carrello

Spese di spedizione: GRATIS
Da: Regno Unito a: U.S.A.
Destinazione, tempi e costi

5.

Editore: MIT Press Ltd, United States (2010)
ISBN 10: 0262514125 ISBN 13: 9780262514125
Nuovi Paperback Quantità: 10
Da
The Book Depository
(London, Regno Unito)
Valutazione libreria
[?]

Descrizione libro MIT Press Ltd, United States, 2010. Paperback. Condizione libro: New. 254 x 201 mm. Language: English . Brand New Book. In the field of machine learning, semi-supervised learning (SSL) occupies the middle ground, between supervised learning (in which all training examples are labeled) and unsupervised learning (in which no label data are given). Interest in SSL has increased in recent years, particularly because of application domains in which unlabeled data are plentiful, such as images, text, and bioinformatics. This first comprehensive overview of SSL presents state-of-the-art algorithms, a taxonomy of the field, selected applications, benchmark experiments, and perspectives on ongoing and future research.Semi-Supervised Learning first presents the key assumptions and ideas underlying the field: smoothness, cluster or low-density separation, manifold structure, and transduction. The core of the book is the presentation of SSL methods, organized according to algorithmic strategies. After an examination of generative models, the book describes algorithms that implement the low-density separation assumption, graph-based methods, and algorithms that perform two-step learning. The book then discusses SSL applications and offers guidelines for SSL practitioners by analyzing the results of extensive benchmark experiments. Finally, the book looks at interesting directions for SSL research. The book closes with a discussion of the relationship between semi-supervised learning and transduction. Codice libro della libreria AAH9780262514125

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 39,49
Convertire valuta

Aggiungere al carrello

Spese di spedizione: GRATIS
Da: Regno Unito a: U.S.A.
Destinazione, tempi e costi

6.

Editore: The MIT Press
ISBN 10: 0262514125 ISBN 13: 9780262514125
Nuovi PAPERBACK Quantità: 1
Da
Movie Mars
(Indian Trail, NC, U.S.A.)
Valutazione libreria
[?]

Descrizione libro The MIT Press. PAPERBACK. Condizione libro: New. 0262514125 Brand New Book. Ships from the United States. 30 Day Satisfaction Guarantee!. Codice libro della libreria 6386652

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 38,22
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 3,71
In U.S.A.
Destinazione, tempi e costi

7.

Olivier Chapelle, Bernhard Scholkopf, Alexander Zien
Editore: MIT Press Ltd
ISBN 10: 0262514125 ISBN 13: 9780262514125
Nuovi Paperback Quantità: 15
Da
THE SAINT BOOKSTORE
(Southport, Regno Unito)
Valutazione libreria
[?]

Descrizione libro MIT Press Ltd. Paperback. Condizione libro: new. BRAND NEW, Semi-Supervised Learning, Olivier Chapelle, Bernhard Scholkopf, Alexander Zien, In the field of machine learning, semi-supervised learning (SSL) occupies the middle ground, between supervised learning (in which all training examples are labeled) and unsupervised learning (in which no label data are given). Interest in SSL has increased in recent years, particularly because of application domains in which unlabeled data are plentiful, such as images, text, and bioinformatics. This first comprehensive overview of SSL presents state-of-the-art algorithms, a taxonomy of the field, selected applications, benchmark experiments, and perspectives on ongoing and future research.Semi-Supervised Learning first presents the key assumptions and ideas underlying the field: smoothness, cluster or low-density separation, manifold structure, and transduction. The core of the book is the presentation of SSL methods, organized according to algorithmic strategies. After an examination of generative models, the book describes algorithms that implement the low-density separation assumption, graph-based methods, and algorithms that perform two-step learning. The book then discusses SSL applications and offers guidelines for SSL practitioners by analyzing the results of extensive benchmark experiments. Finally, the book looks at interesting directions for SSL research. The book closes with a discussion of the relationship between semi-supervised learning and transduction. Codice libro della libreria B9780262514125

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 35,26
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 7,03
Da: Regno Unito a: U.S.A.
Destinazione, tempi e costi

8.

Olivier Chapelle (Editor), Bernhard Schölkopf (Editor), Alexander Zien (Editor)
Editore: The MIT Press (2010)
ISBN 10: 0262514125 ISBN 13: 9780262514125
Nuovi Paperback Quantità: 1
Da
Ergodebooks
(RICHMOND, TX, U.S.A.)
Valutazione libreria
[?]

Descrizione libro The MIT Press, 2010. Paperback. Condizione libro: New. 1. Codice libro della libreria DADAX0262514125

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 39,95
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 3,71
In U.S.A.
Destinazione, tempi e costi

9.

CHAPELLE
ISBN 10: 0262514125 ISBN 13: 9780262514125
Nuovi Paperback Quantità: 1
Da
Herb Tandree Philosophy Books
(Stroud, GLOS, Regno Unito)
Valutazione libreria
[?]

Descrizione libro 2010. Paperback. Condizione libro: NEW. 9780262514125 This listing is a new book, a title currently in-print which we order directly and immediately from the publisher. Codice libro della libreria HTANDREE01142449

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 38,94
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 9,47
Da: Regno Unito a: U.S.A.
Destinazione, tempi e costi

10.

Chapelle, Olivier [Editor]; Schölkopf, Bernhard [Editor]; Zien, Alexander [Editor];
Editore: The MIT Press (2010)
ISBN 10: 0262514125 ISBN 13: 9780262514125
Nuovi Paperback Quantità: 1
Da
Ergodebooks
(RICHMOND, TX, U.S.A.)
Valutazione libreria
[?]

Descrizione libro The MIT Press, 2010. Paperback. Condizione libro: New. Codice libro della libreria INGM9780262514125

Maggiori informazioni su questa libreria | Fare una domanda alla libreria

Compra nuovo
EUR 46,28
Convertire valuta

Aggiungere al carrello

Spese di spedizione: EUR 3,71
In U.S.A.
Destinazione, tempi e costi

Vedi altre copie di questo libro

Vedi tutti i risultati per questo libro